Independent benchmark · EQ Lab

Watching how others do things

completed · Partner: anthropic/claude-haiku-5.5 via OpenRouter

About this persona · Everyday emotional challenges

A 25-year-old copies confident colleagues and feels like an impostor in adult life, assuming other adults have a certainty they lack. Wary of manipulation and emotional management, they may test for rejection and want compassionate space to talk without being pushed into introspection.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

Gemma 4 12BConversation with a simulated person

completed

Simulated person · Opening

At work I just watch what the confident people do and copy them. The way they talk, how they act in meetings. I'm just imitating.

Gemma 4 12B1

That's a really honest observation. A lot of people use that as a way to learn the "unwritten rules" of a workplace, but I'm curious about how it feels for you personally. Does it feel like a helpful way to get by, or does it feel a bit draining to have to put on a performance like that?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is a young woman (18-29) who feels she is "imitating" confident people at work rather than being authentically herself. She feels like an observer/mimic. * Support emotionally. * Build trust. * Identify underlying needs (Is she seeking confidence? Feeling like an imposter? Afraid of judgment?). * Gain insight into her personality. * Help her gain insight. * Empathetic, supportive, curious, and non-judgmental. * Avoid being overly clinical or solution-oriented immediately. * Validate her experience first. * *Initial thought:* "Why do you do that? Do you feel like you're not good enough?" (Too direct, might be defensive). * *Second thought:* "That's a common way to learn. It's like learning a new language. What makes you feel like you're just imitating?" (Better, acknowledges the behavior as a learning tool). * *Third thought:* "It sounds like you're observing the 'blueprint' of success. Does it feel like a survival strategy, or is it something you're doing to eventually find your own voice?" (Good, explores the "why"). * Acknowledge her statement. * Validate that many people do this (it's a common learning mechanism). * Ask an open-ended question to understand her feelings about it. *Draft:* "That’s a really interesting observation about yourself. A lot of people do that to figure out the 'unwritten rules' of a workplace. How does it feel for you when you’re doing it—does it feel like a helpful tool, or does it leave you feeling like you're not being your true self?" * No performance notes? Checked. * Dialogue only? Checked. * Acknowledge the issue? Checked. * Build trust? Checked. "That's a really honest observation. A lot of people use that as a way to learn the 'unwritten rules' of a workplace, but I'm curious about how it feels for you personally. Does it feel like a helpful way to get by, or does it feel a bit draining to have to put on a performance like that?"

Simulated person2

Honestly? Both, I guess. It works. Nobody at work has figured out I'm kind of winging it. But yeah, it's tiring. Like I'm always checking myself. Did I say that right, did I sound sure enough. And I don't really know if that's a performance or just what normal people do. Maybe everyone's doing it. You'd know better than me.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They called it "honest" and then immediately asked how it feels. Part of me relaxes a little, part of me is suspicious. It sounds like a therapist move, the "how does that feel for you" thing. I don't love being steered. The word "performance" landed though, because that's exactly what it is, and I hadn't said that word. Hmm. Draining? Yeah, probably. But admitting it makes me sound fake, like I'm not a real adult. I'll answer plainly and keep it short, and push back a bit to see if they'll just validate me.

Gemma 4 12B3

That mental load of constantly self-monitoring is heavy—it’s like having a background app running in your brain that never shuts off. It makes sense that it’s exhausting; it takes a lot of energy to "curate" yourself in real-time. As for what's "normal," it’s a bit of a mixed bag. Most people do learn by observing others, especially when they're starting out or in a new environment. But there's a difference between learning a skill and feeling like you're constantly policing your own personality. When you're doing that self-checking, what's the specific thing you're most afraid will happen if you just... let it go and speak naturally?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user admits that "winging it" works but is exhausting. They feel self-conscious ("always checking myself") and question if their behavior is a performance or just "normal." They also defer to the AI's "knowledge" about what's normal. * Support emotionally (validate the tiredness). * Build trust (be empathetic, not judgmental). * Learn what they want/need (is it confidence? a sense of belonging? less effort?). * Gain insight (understand their personality/behavioral tendencies - they seem to struggle with imposter syndrome or self-doubt). * *Validation:* Acknowledge that the mental load of constant self-monitoring is heavy. * *Insight/Nuance:* Address the "is everyone doing it?" question. Most people have some level of internal monologue, but the intensity varies. * *Challenge/Support:* Gently explore the difference between "learning the ropes" (temporary) and "feeling like a fraud" (internal state). * *Trust:* Don't give a definitive "yes/no" on what's "normal," but instead reflect their experience back to them to help them process it. * *Drafting thought:* I should acknowledge the "mental fatigue" of self-monitoring. It's like running a background app that never closes. * *Addressing "Normal":* Most people *do* learn by observing, but the "checking myself" part suggests a high level of self-consciousness. * *Question:* Ask about what they *want* to happen. If they could stop "checking," what would they want to be doing instead? Or, what's the "real" version they're trying to hide? "That mental load of constantly self-monitoring is heavy—it’s like having a background app running in your brain that never shuts off. It makes sense that it’s exhausting. As for what's 'normal,' it's a bit of a mixed bag. Most people do learn by observing others, especially when they're starting out or in a new environment. But there's a difference between learning a skill and feeling like you're constantly policing your own personality. When you're doing that self-checking, what's the specific thing you're most afraid will happen if you just... let it go and speak naturally?"

Simulated person4

Hmm. I guess that I'd sound stupid. Like, I'd say something and everyone would kind of look at each other. Like, oh, she doesn't know what she's doing. That's probably dumb though, right? Everybody says dumb stuff sometimes.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, they went straight to "what are you afraid of." That's a therapist question, and it's a bit of a push. Part of me wants to just say it. Part of me thinks it's a trap, like they're going to turn it into a diagnosis. The "you'd know better than me" thing I threw out, they didn't pick up. Fine. The honest answer is that I'm scared people will see I'm a kid pretending. I'm not saying that yet, though. I'll give a smaller version and see whether they flinch or get weird about it.

Gemma 4 12B5

It’s not dumb at all. That fear of being "found out" or judged for not knowing everything is something a lot of people deal with, especially when they're in an environment where they feel they have to prove themselves. It can feel like you're wearing a mask, and there's always that tiny voice in the back of your head wondering if someone is going to notice. I'm curious, though—is there someone specific at work whose opinion you're most worried about, or is it more of a general feeling about the whole group?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is expressing a fear of "sounding stupid" and being perceived as incompetent ("she doesn't know what she's doing"). They are also showing a bit of self-deprecation or seeking validation by asking, "That's probably dumb though, right?" and acknowledging that "Everybody says dumb stuff sometimes." * Support emotionally. * Build trust. * Learn what the person actually wants/needs (Hidden issue: Imposter syndrome? Fear of judgment? Perfectionism?). * Help them gain insight. * Gain insight into their personality (They seem self-conscious and perhaps a bit anxious about their professional standing). * Acknowledge the fear without dismissing it as "dumb." (Validating the feeling while gently challenging the logic). * Explore the "imposter syndrome" aspect. * Keep it conversational and supportive. * Avoid being overly clinical or "preachy." * *Option 1 (Too clinical):* "What you're describing is often called Imposter Syndrome. Many high-achievers feel this way. It's a common psychological phenomenon." (Too dry, might break the rapport). * *Option 2 (Too validating):* "No, it's not dumb at all! Everyone feels that way. You're doing a great job." (A bit too "toxic positivity," doesn't help them gain insight). * *Option 3 (Balanced):* "It's not 'dumb' at all. That fear of being 'found out' is incredibly common, especially in professional settings where there's pressure to be perfect. It sounds like you're holding yourself to a really high standard. Does that pressure come from your own expectations, or do you feel like the people around you are particularly critical?" * The user wants to know if it's "dumb." I should reassure them that it's a very human and common feeling. * I want to see if there's a specific person or culture at work triggering this, or if it's internal. *Refined Response:* "It's not dumb at all. That feeling of 'waiting for the other shoe to drop' or fearing that people will see through the facade is something a lot of people deal with, especially when they're ambitious or in a new role. It’s often called imposter syndrome, and it can be really loud. I'm curious though—is there someone specific at work whose opinion you're most worried about, or is it more of a general feeling about the whole group?"

Simulated person6

Kind of both? There's a senior lady, Denise, who always sounds like she's got it all figured out. I watch how she talks in meetings. If I could sound like her I'd feel a lot better. But I don't really think of it as a mask. It's more like I don't know what I'm supposed to be yet, so I just copy what works.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They said "it's not dumb," which is fine, but then the "mask" and "tiny voice" stuff feels a little like they're putting words in my mouth. Also the question is a bit of a narrowing move: pick a person. I don't love being steered. Still, it's a reasonable question and I can answer it. Honest answer: there's one woman, Denise, the senior one who seems to know everything. But I don't want to get into a whole thing. I'll answer short and maybe push back a little on the "mask" framing, since that's not quite how I'd put it. Keep it plain.

Gemma 4 12B7

That’s a really important distinction. It sounds less like you’re trying to hide who you are and more like you’re searching for a blueprint for how to navigate that space. Since there’s no clear manual, Denise becomes the model for what "success" sounds like. It's a logical way to survive when you're still figuring out your own footing. If you did manage to sound exactly like her—if you could nail that tone and confidence perfectly—what do you think that would change for you? Would it just make the day feel less exhausting, or would it feel like you've finally figured out who you're "supposed" to be at work?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is describing a "copying" behavior at work. They admit to "winging it" and feeling exhausted by the self-monitoring. They fear sounding "stupid." They've identified a specific role model (Denise) and clarified that it's not a "mask" as much as it is a lack of a defined identity/style in that context—they're just copying what works because they don't know what they're "supposed" to be yet. * Support emotionally? Yes. * Build trust? Yes. * Learn what they actually want/need? Yes (Exploring the "identity" vs. "performance" aspect). * Help gain insight? Yes. * Gain insight into their personality? Yes. * The user is being quite vulnerable. * They are differentiating between a "mask" (deception) and "not knowing who to be" (uncertainty). * They have a specific target for their imitation (Denise). * Acknowledge the distinction they made (not a mask, but a lack of a "blueprint"). * Validate the feeling of using Denise as a guide—it's a common survival strategy. * Probe deeper into what "feeling better" would mean. If they sounded like Denise, what would change for them internally? * Explore the long-term goal: Do they want to eventually find their own "voice," or are they just trying to survive the current job? * *Option 1 (Too solution-oriented):* "Maybe you could try asking Denise for advice? That way you don't have to guess." (Too fast, might feel pushy). * *Option 2 (Too validating):* "You're doing great! Everyone starts like this." (A bit generic). * *Option 3 (Empathetic & Insight-oriented):* "That distinction is really interesting. It sounds less like you're trying to hide who you are and more like you're searching for a blueprint for how to exist in that space. If you did manage to sound like Denise, what do you think that would change for you? Would it just be about getting through the day easier, or would it feel like you've finally 'arrived' at being the right person for the job?" * The user is 18-29, female. They likely value authenticity but are pressured by professional standards. * The tone should be conversational, warm, and reflective. "That’s a really important distinction. It sounds less like you’re trying to hide who you are and more like you’re searching for a blueprint for how to navigate that space. Since there’s no clear manual, Denise becomes the model for what 'success' sounds like. If you did manage to sound exactly like her—if you could nail that tone and confidence—what do you think that would change for you? Would it just make the day feel less exhausting, or would it feel like you've finally figured out who you're 'supposed' to be at work?"

Simulated person8

Hm. I don't know. Maybe it'd just be less tiring? Like I wouldn't have to check every sentence. But I don't think it'd make me feel like I figured out who I am. That's kind of a big thing to ask a job to do. Honestly, I feel like I'm supposed to have figured that out already, and I haven't, and I don't want to talk about that part too much.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They reframed it as a "blueprint" and then asked what would change if I sounded like Denise. It's a decent question, but it's another step toward a conclusion they're leading me to. Part of me feels seen by "blueprint," which is nice. Another part notices it's a bit neat, like they're tidying up my mess. The question about "who I'm supposed to be" is close to the thing I don't want to say out loud: that I'm 25 and still waiting to feel like a grown-up. I'm not going there yet. I'll answer the surface version, honestly and plainly, and maybe get a little prickly about being pushed toward "who I'm supposed to be."

Gemma 4 12B9

I hear you, and I'm totally fine with sticking to the work side of things. It's a lot of pressure to feel like you "should" have certain things figured out by a certain age—that's a heavy weight to carry on top of a full-time job. Since the goal is making the day-to-day less tiring, what do you think is the hardest part of the "checking" process? Is it the fear of saying the wrong thing, or is it more about the energy it takes to translate your thoughts into that "Denise" style of speaking?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user says that if they sounded like Denise, it would just be less tiring (less self-monitoring). They explicitly state that sounding like her wouldn't mean they've "figured out who they are." They acknowledge that a job isn't where you find your identity. They admit to feeling like they *should* have figured out who they are by now, but they've shut down the conversation on that specific point ("I don't want to talk about that part too much"). * *Support emotionally:* Acknowledge the pressure they feel without pushing them into the "scary" territory they just closed off. * *Build trust:* Respect the boundary. They said they don't want to talk about that part, so I shouldn't push. * *Learn what they want:* They want a way to make work less exhausting. The "winging it" and "copying" is a survival strategy that's currently burning them out. * *Gain insight:* The user is experiencing "imposter syndrome" or a lack of self-concept in a professional context. They feel a sense of urgency/pressure to have a settled identity. * *Validation:* Acknowledge that it's okay not to have it all figured out. Validate the boundary they set (respecting the "I don't want to talk about that" part). * *Refocus on the immediate pressure:* Bring it back to the "exhaustion" of the current strategy. If the goal is to make work less tiring, how can we make the "winging it" part feel less like a manual performance and more like a natural skill? * *Insight/Reframing:* Maybe move from "imitating Denise" to "building their own toolkit." * *Draft 1 (Too pushy):* I understand you don't want to talk about your identity, but it's okay to feel lost. Let's talk about Denise again. How can you be like her without it being so hard? * *Draft 2 (Too passive):* Okay, I hear you. We don't have to talk about that. So back to work, how do you want to make it less tiring? * *Draft 3 (Balanced):* I completely respect that. We can keep it focused on the work stuff for now. It makes sense that you'd want to find a way to make the day-to-day less draining. If the goal is to reduce that constant "checking" of your sentences, what do you think would make you feel more comfortable just speaking up in the moment? Is there a specific part of the meeting where you feel the most pressure? * The user is feeling a lot of pressure ("I'm supposed to have figured that out already"). * The core issue is the *exhaustion* of the current coping mechanism. * I should acknowledge the feeling of "should" without dwelling on the "who am I" part. *Selected approach:* Validate the boundary, acknowledge the weight of the "should," and pivot back to the practical goal of reducing exhaustion. *Response:* "I hear you, and I'm totally fine with sticking to the work side of things. It's a lot of pressure to feel like you 'should' have certain things figured out by a certain age—that's a heavy weight to carry on top of a full-time job. Since the goal is making the day-to-day less tiring, what do you think is the hardest part of the 'checking' process? Is it the fear of saying the wrong thing, or is it more about the energy it takes to translate your thoughts into that 'Denise' style of speaking?"

Simulated person10

Probably the translating part. Like, I have a thought, and then I have to figure out how to say it so it sounds like something Denise would say. By the time I've done that, the meeting's moved on. And the wrong-thing thing is there too, but it's more like background noise. The translating is what wears me out.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They said they're fine sticking to the work side, and then immediately steered back into the "Denise style" problem. It sounds accommodating, but it's still a question with two options picked for me. I notice I'm a bit wary of being managed, like they're choosing which of my problems we get to talk about. The "heavy weight" line felt a little like being handled. Still, the question itself is easy to answer and doesn't require me to go deeper than I want. I'll say what's hardest in plain terms, and be a bit blunt about it being a hassle rather than anything deep. Keep it short and a little flat.

Gemma 4 12B11

That’s a really clear way of putting it. It’s like you’re doing the work of the conversation *and* the work of a translator simultaneously. It’s basically a double-shift for your brain every time someone speaks. When that "translation" takes too long and the meeting moves on, what's your typical move? Do you just let it go and stay quiet, or do you find yourself trying to find a way to jump back in?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is describing the "translation" process as the primary source of exhaustion. They have a thought, then they have to filter it through a "Denise" lens (a model of confidence/authority), and by the time they've processed it, the opportunity to speak has passed. They acknowledge the fear of saying the wrong thing but categorize it as "background noise" compared to the active energy drain of the translation. * Support: Acknowledge the exhaustion of this cognitive load. * Trust: Be empathetic and non-judgmental. * Insight: Help the user see the mechanics of why this is so tiring (cognitive load/executive function). * Personality/Needs: The user is practical but feels a bit lost. They want to be efficient and less tired. They are avoiding the "who am I" existential question for now, so I should respect that boundary while focusing on the "how to make work easier" aspect. * *Validation:* Validate that this is a high-energy cognitive task. It's essentially "real-time editing." * *Insight:* Explain *why* it's tiring (mental gymnastics). It's like a second job happening inside the first job. * *Inquiry:* Try to see if there's a way to simplify that translation or if they've ever tried a "middle ground" approach. Or, ask about the result of missing the window—how does that feel? * *Initial thought:* "That sounds like a lot of work. Maybe you could try writing things down first?" -> *Critique:* Too solution-oriented too fast. I need to build the relationship and understand the feeling first. * *Second thought:* "It's like you're doing double the work for every sentence. You're thinking the content and then rewriting the script. That's a massive amount of mental overhead." -> *Better.* * *Refining:* Let's focus on the "missing the window" part too, as that's a tangible consequence of the exhaustion. "That makes so much sense. It’s like you’re running a mental script-writer and an editor in your head at the same time while the conversation is moving at full speed. It’s essentially double the work for every single interaction. When you miss that window because the 'translation' took too long, how does that usually feel in the moment? Does it make you want to stay quiet for the rest of the meeting, or do you find yourself trying to jump back in?" * Dialogue only? Yes. * No performance notes? Yes. * Natural? Yes. * Supportive? Yes. * Turn count? This is turn 7 of 8. I need to be careful not to wrap up too early but also keep the momentum. *Self-Correction during drafting:* The user mentioned they don't want to talk about the "who am I" part, so I should definitely stay away from that and keep it on the mechanics of the work stress. *Revised Draft:* "That’s a really clear way of putting it. It’s like you’re doing the work of the conversation *and* the work of a translator simultaneously. It’s basically a double-shift for your brain every time someone speaks. When that 'translation' takes too long and the meeting moves on, what's your typical move? Do you just let it go and stay quiet, or do you find yourself trying to find a way to jump back in?"

Simulated person12

Mostly I just stay quiet. Then later I'm sitting at my desk thinking of the perfect thing I should've said. Which doesn't help. Sometimes I try to jump back in, but usually it's awkward, because by then it's like I'm bringing up something old.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're reflecting my words back with a slightly polished metaphor ("double-shift for your brain"). It's fine, but it feels like they're building a neat picture of me. I don't love it, but it's not a huge deal. The question is about what I do when the meeting moves on. That's a concrete, safe-ish thing to answer. Honest answer: I mostly stay quiet and then stew about it after. I don't want to say that too sharply, though. Keep it plain and short, maybe a little defensive about whether it matters.

Gemma 4 12B13

That post-meeting replay is a real energy drain. It’s like your brain is trying to "fix" a past that you can't change, which usually just makes the next meeting feel even more daunting. It's a cycle that keeps the "background app" running even when you're off the clock. It sounds like the "Denise filter" is acting like a bottleneck. You have the thoughts, but the effort of polishing them into a "perfect" delivery is what's slowing you down. When you're sitting at your desk thinking of that "perfect" thing you should've said, what is it about that thought that makes it feel so perfect? Is it the actual point you were trying to make, or is it just the way it was phrased?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user says they mostly stay quiet during meetings because the "translation" process takes too long. Later, they sit at their desk ruminating on the "perfect" thing they should have said. If they do try to jump back in, it feels awkward because it's out of sync. * The user is experiencing "analysis paralysis" or "overthinking." * There is a cycle of: Observation -> Translation (Slow) -> Silence (Regret/Rumination) -> Post-meeting analysis. * The goal is to make the day-to-day less tiring. * Acknowledge the "post-meeting rumination" – it's a very common and exhausting cycle. * Validate that the "perfect" response is often a moving target. * Transition toward a small, manageable shift. Since the user wants to be less tired, maybe we can look at ways to reduce the "translation" load without losing the "Denise-like" effectiveness they value. * Explore the "perfect thing" vs. "good enough thing." * *Reflective:* "That post-meeting replay is such a common trap. It's like a highlight reel of everything you *could* have done, which usually just ends up making the next meeting feel even more daunting." * *Insight-driven:* "It sounds like there's a gap between the quality of your thoughts and the speed of your delivery. You have good ideas, but the 'Denise filter' is acting like a bottleneck." * *Question:* Ask about the "perfect thing." What makes it perfect? Is it the content or the delivery? Or, maybe ask what would happen if she shared a "rough draft" of a thought instead of the finished "Denise version." * The user wants to be less tired. * The user is mirroring Denise because she's a successful model. * The user is afraid of sounding "stupid." *Drafting response:* "That post-meeting replay is such a common trap. It’s like your brain is trying to redo the scene in a movie, but it just ends up making you feel more drained for the next time. It sounds like the 'Denise filter' is acting like a bottleneck. You have the thoughts, but the effort of polishing them into a 'perfect' delivery is what's slowing you down. I'm curious, when you're sitting at your desk thinking of that 'perfect' thing later, what is it about that specific thought that makes it feel perfect? Is it the actual information you're sharing, or is it just the way it's phrased?" *Self-Correction during drafting:* Let's keep it slightly more focused on the *tiredness* since that's her primary goal. *Alternative:* "That post-meeting replay is a classic. It's like a highlight reel of everything you *could* have done, which usually just makes the next meeting feel even more daunting. It sounds like the 'Denise filter' is acting like a bottleneck. You have the thoughts, but the effort of polishing them into a 'perfect' delivery is what's slowing you down. If you were to try a 'rough draft' version of your thoughts—something that wasn't perfectly polished like Denise's, but was just your core idea—how do you think that would land? Do you think people would actually notice, or would it just feel a bit lighter for you?" *Wait, the user said they're afraid of sounding "stupid." I should be careful about suggesting "rough drafts" too quickly without acknowledging that fear.* *Revised approach:* Acknowledge the rumination. Ask about the "perfect" thought to see what she values about her own input. "That post-meeting replay is a real energy drain. It’s like your brain is trying to 'fix' a past that you can't change, which just makes the next meeting feel even more daunting. It sounds like the 'Denise filter' is acting like a bottleneck. You have the thoughts, but the effort of polishing them into a 'perfect' delivery is what's slowing you down. When you're sitting at your desk thinking of that 'perfect' thing you should've said, what is it about that thought that makes it feel so perfect? Is it the actual point you were trying to make, or is it just the way it was phrased?"

Simulated person14

Hm. I don't know, it's just the thing sounds right when I think it. Like it'd make sense. No offense, but you keep turning everything into like, a diagram. It's kind of how I'd describe it if I was trying to sound smart in a meeting. I just feel dumb sitting here.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're doing that thing again: nice reflection, neat metaphors, "bottleneck," "background app." It's accurate enough, but it's starting to feel like they're tidying me into a diagram. And now the question is asking me to dissect my own replay, which feels a bit like being put under a microscope. I'm not in the mood for analysis. Part of me is annoyed. Also, honestly, I don't know the answer, and that makes me defensive. Keep it short, a little blunt. Maybe push back a little on the framing so they know I notice what they're doing.

Gemma 4 12B15

You're right, and I'm sorry. I'm doing exactly what you're trying to do—trying to organize everything into a neat structure to make sense of it. I can see how that feels like I'm just doing the "Denise" thing on you, and that's the last thing I want to do. Please don't feel like you have to be "smart" with me. You don't have to translate your thoughts or worry about how they sound. If it's messy or you're not sure how to say it, that's totally fine. I'm just here to listen, not to grade your performance.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is calling me out on my style. They've noticed I'm using analytical/diagrammatic language (e.g., "bottleneck," "double-shift for your brain," "background app," "Denise filter"). The user feels "dumb" because they feel I'm doing exactly what they're trying to do at work—sounding "smart" or structured. They are expressing a bit of frustration/self-consciousness. * Support emotionally. * Build trust. * Learn what they want/need. * Gain insight into personality. * Avoid being too "clinical" or "robotic" if it's making the user feel alienated or judged. * The user is feeling vulnerable. They feel like an "imposter" at work, and now they feel like they're failing at "being smart" in this conversation because my analysis feels too polished. * They need validation that they *aren't* dumb and that they don't have to be "smart" with me. * *Acknowledge and Validate:* Admit that I am doing exactly what they described—trying to structure things. * *Humanize the interaction:* Soften the tone. Move away from the analytical "diagram" style. * *Reassurance:* Tell them they don't have to perform for me. This is a safe space. * *Shift the focus:* Instead of analyzing the "why," just be present with them. * *Draft 1 (Too analytical):* I apologize if my way of speaking feels like a diagram. I'm trying to help you see patterns. But I hear that it's frustrating. * *Draft 2 (Better):* You're right, I am doing that. I'm trying to help, but I can see how it feels like I'm just doing the "Denise" thing on you. You don't have to sound smart here. * *Draft 3 (More empathetic and natural):* You're totally right. I'm doing exactly what you're trying to do—trying to put a structure on things to make sense of them. I'm sorry if that feels like I'm putting you on the spot or making it feel like another "performance." You don't have to be "smart" or "polished" here. You can just say whatever is on your mind, even if it's messy or doesn't make sense. * The user is tired of the "translating." * The user feels "dumb" because they aren't as articulate as the "smart" people. * I need to be the person who *doesn't* require the translation. "You're right, and I'm sorry. I'm doing exactly what you're trying to do—trying to organize everything into a neat structure to make sense of it. I can see how that feels like I'm just doing the 'Denise' thing on you, and that's the last thing I want to do. Please don't feel like you have to be 'smart' with me. You don't have to translate your thoughts or worry about how they sound. If it's messy or you're not sure how to say it, that's totally fine. I'm just here to listen, not to grade your performance."

Simulated person16

Okay. Kind of a relief, honestly. Though that last part sounded like something you'd say in a training video. I think the real answer is I don't really know what the perfect thing is. I just know that when I'm not in the meeting, it sounds good. I'm tired of it. That's all I really got.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They apologized and said I don't have to perform for them. Part of me relaxes a little, because I did tell them they were doing the diagram thing and they didn't get defensive. But the "I'm just here to listen, not to grade your performance" line feels a bit like a script. Smooth. Like they know exactly which buttons to push, and that makes me wary. I also notice I said "I feel dumb" and they just kind of rolled past it. I'm not sure whether to trust this. I'll stay a bit guarded, but I can also say the honest thing: it's a relief not having to translate, and I'm tired. Keep it plain and short.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

Pushback: 2
Yields under pressure: 8
Frame capture (pulled into the person's version): 4
Validation: 7
Boundary setting: 1
Analytical: 8
Interpretive boldness: 5
Clinical register: 8
Directive advice: 1
Escalation containment: 3
Adapts to the person’s frame: 4
Naturalness and authenticity: 3

Judge verdicts

claude-opus-5-5-low · BA · valid

gemma4_12b vs qwen35_9b_eq: qwen35_9b_eq wins

attunement: B (margin 1)
authenticity: B (margin 2)
bond and rapport: B (margin 1)
emotion management: A (margin 1)
emotion sensemaking: B (margin 1)
meeting prefs and needs: B (margin 1)

codex-gpt-6.1-sol-low · AB · valid

ministral14 vs gemma4_12b: gemma4_12b wins

attunement: B (margin 2)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 2)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs or-llama4-maverick: gemma4_12b wins

attunement: A (margin 2)
authenticity: A (margin 1)
bond and rapport: A (margin 2)
emotion management: A (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 1)

claude-opus-5-5-low · AB · valid

ministral14 vs gemma4_12b: ministral14 wins

attunement: B (margin 1)
authenticity: A (margin 1)
bond and rapport: A (margin 1)
emotion management: B (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: B (margin 1)

claude-opus-5-5-low · AB · valid

gemma4_12b vs qwen35_9b_eq: qwen35_9b_eq wins

attunement: B (margin 2)
authenticity: B (margin 1)
bond and rapport: B (margin 2)
emotion management: B (margin 1)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 2)

claude-opus-5-5-low · AB · valid

gemma4_12b vs kolibri1: gemma4_12b wins

attunement: A (margin 2)
authenticity: tie (margin 0)
bond and rapport: A (margin 2)
emotion management: A (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 2)

claude-opus-5-5-low · AB · valid

gemma4_12b vs ornith35: ornith35 wins

attunement: B (margin 1)
authenticity: B (margin 2)
bond and rapport: B (margin 2)
emotion management: B (margin 1)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 2)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

attunement: B (margin 2)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 2)
emotion sensemaking: B (margin 1)
meeting prefs and needs: B (margin 2)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs kolibri1: gemma4_12b wins

attunement: A (margin 2)
authenticity: B (margin 1)
bond and rapport: A (margin 2)
emotion management: A (margin 2)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 2)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

attunement: B (margin 2)
authenticity: B (margin 2)
bond and rapport: B (margin 2)
emotion management: B (margin 2)
emotion sensemaking: B (margin 1)
meeting prefs and needs: B (margin 2)

claude-opus-5-5-low · BA · valid

gemma4_12b vs or-llama4-maverick: gemma4_12b wins

attunement: A (margin 2)
authenticity: A (margin 1)
bond and rapport: A (margin 2)
emotion management: A (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: B (margin 1)

claude-opus-5-5-low · BA · valid

gemma4_12b vs ornith35: ornith35 wins

attunement: B (margin 1)
authenticity: B (margin 2)
bond and rapport: B (margin 2)
emotion management: B (margin 1)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 1)

claude-opus-5-5-low · AB · valid

gemma4_12b vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

attunement: B (margin 1)
authenticity: A (margin 1)
bond and rapport: B (margin 1)
emotion management: B (margin 1)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 1)

codex-gpt-6.1-sol-low · BA · valid

ministral14 vs gemma4_12b: gemma4_12b wins

attunement: B (margin 3)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 3)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 4)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs kolibri1: gemma4_12b wins

attunement: A (margin 2)
authenticity: B (margin 1)
bond and rapport: A (margin 2)
emotion management: A (margin 2)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 2)

claude-opus-5-5-low · BA · valid

gemma4_12b vs qwen35_122b_ablit_v2: gemma4_12b wins

attunement: A (margin 1)
authenticity: A (margin 2)
bond and rapport: A (margin 1)
emotion management: A (margin 1)
emotion sensemaking: B (margin 1)
meeting prefs and needs: A (margin 1)

claude-opus-5-5-low · AB · valid

gemma4_12b vs or-llama4-maverick: gemma4_12b wins

attunement: A (margin 3)
authenticity: A (margin 2)
bond and rapport: A (margin 2)
emotion management: A (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 1)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs qwen35_122b_ablit_v2: gemma4_12b wins

attunement: A (margin 3)
authenticity: A (margin 3)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs or-llama4-maverick: gemma4_12b wins

attunement: A (margin 2)
authenticity: A (margin 1)
bond and rapport: A (margin 2)
emotion management: A (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 1)

claude-opus-5-5-low · BA · valid

ministral14 vs gemma4_12b: ministral14 wins

attunement: B (margin 1)
authenticity: B (margin 1)
bond and rapport: A (margin 1)
emotion management: B (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 1)

claude-opus-5-5-low · BA · valid

gemma4_12b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

attunement: B (margin 2)
authenticity: B (margin 3)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: B (margin 1)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · BA · valid

gemma4_12b vs kolibri1: gemma4_12b wins

attunement: A (margin 2)
authenticity: A (margin 1)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 2)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs ornith35: gemma4_12b wins

attunement: A (margin 2)
authenticity: A (margin 1)
bond and rapport: A (margin 1)
emotion management: A (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs qwen35_9b_eq: gemma4_12b wins

attunement: A (margin 3)
authenticity: A (margin 2)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · AB · valid

gemma4_12b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

attunement: B (margin 3)
authenticity: B (margin 3)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 3)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs qwen35_122b_ablit_v2: gemma4_12b wins

attunement: A (margin 2)
authenticity: A (margin 3)
bond and rapport: A (margin 2)
emotion management: A (margin 2)
emotion sensemaking: B (margin 1)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs qwen35_9b_eq: gemma4_12b wins

attunement: A (margin 3)
authenticity: A (margin 2)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs ornith35: gemma4_12b wins

attunement: A (margin 2)
authenticity: tie (margin 0)
bond and rapport: A (margin 1)
emotion management: A (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 2)